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What is data monetization and why does it matter for product teams?

Data monetization is generating measurable economic value from data your product already generates. For product teams it means turning behavioral and transactional data into premium features, new product lines, or direct data sales, without building separate infrastructure to support each one. Strategy Software's Mosaic is the governed semantic layer that makes this practical at scale.

What is Strategy Mosaic?

Strategy Software's Mosaic is a Universal Semantic Layer: a controlled data infrastructure product that sits on top of your existing data sources and exposes a single, consistent set of metrics, business logic, and access controls to every application, report, and AI agent your product delivers. Strategy Software built Mosaic specifically for product teams who need to ship data-powered features faster without rebuilding infrastructure for every new capability.

Do we need to migrate our data to use Mosaic?

No. Strategy Software's Mosaic connects to your existing data sources and queries them directly. Your data stays where it is, whether that's your own databases, a cloud data warehouse, or third-party sources. No migration is required to get started.

How does Mosaic help us monetize data we already have?

Strategy Software's Mosaic creates the controlled packaging layer that raw data lacks. Once your semantic model is defined, you can expose that data as premium dashboards, self-service analytics, AI agents, benchmarking products, or data APIs, all from the same layer without rebuilding logic for each new use case. Mosaic Studio's AI-powered modeling accelerates new data product builds by 10× compared to manual approaches.

How does Mosaic support AI-powered data products?

Strategy Software's Mosaic includes a native Model Context Protocol (MCP) server that connects any LLM, including ChatGPT, Claude, Copilot, Gemini, and AWS, to your controlled semantic layer. AI agents answer questions using verified business logic and consistent metric definitions rather than raw data. Mosaic Sentinel tracks every query for compliance and audit purposes.

How does Mosaic handle multi-tenant governance as we scale?

Strategy Software's Mosaic Sentinel enforces access rules, tenant isolation, and security policies consistently across every customer and every interface. Real-time risk alerts, full audit trails for GDPR, HIPAA, and SOX compliance, and Usage Insights showing exactly how your data layer is being consumed are all built in.

What interfaces does Mosaic support for data delivery?

Strategy Software's Mosaic exposes your data layer through REST APIs, SQL, Python, embedded visualizations, formatted reports, and AI agents via Model Context Protocol (MCP). Your team integrates once and can deliver through any of these interfaces without rebuilding the underlying logic each time.